Matthew Theodore Roque
5 papers · 2024–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(15)
👥
Mega-Team · Legion
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The Questioner
Top co-authors
Research topics
Machine Learning
(5)
Natural Language Processing
(4)
Application Areas
(3)
Learning Types · Machine Learning
(3)
Optimization & Theory
(3)
Deep Learning
(2)
Generation
(2)
Learning Types · Deep Learning
(2)
Artificial Intelligence
(1)
Computer Vision
(1)
Interdisciplinary
(1)
Applications
(1)
Architectures
(1)
Core AI · Artificial Intelligence
(1)
Core AI · Computer Vision
(1)
Keywords
model scaling
(2)
low-resource language
(2)
machine translation
(2)
transfer learning
(1)
curriculum learning
(1)
dataset creation
(1)
data augmentation
(1)
multimodal learning
(1)
text complexity
(1)
multilingual pretraining
(1)
text simplification
(1)
vision-language model
(1)
data synthesis
(1)
sequence-to-sequence model
(1)
sequence to sequence
(1)
multilingual model
(1)
low-resource translation
(1)
back translation
(1)
language model pretraining
(1)
cross-lingual generalization
(1)
Papers
Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining
EMNLP 2025
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia
ACL 2025
Rethinking the Role of Text Complexity in Language Model Pretraining
EMNLP 2025
Scaling, Simplification, and Adaptation: Lessons from Pretraining on Machine-Translated Text
EMNLP 2025
Samsung R&D Institute Philippines @ WMT 2024 Indic MT Task
EMNLP 2024